diff --git a/internal/querycoordv2/observers/collection_observer_test.go b/internal/querycoordv2/observers/collection_observer_test.go
index e0c98a592be8e..d115e1a2708e1 100644
--- a/internal/querycoordv2/observers/collection_observer_test.go
+++ b/internal/querycoordv2/observers/collection_observer_test.go
@@ -185,7 +185,8 @@ func (suite *CollectionObserverSuite) SetupTest() {
 
 	// Dependencies
 	suite.dist = meta.NewDistributionManager()
-	suite.meta = meta.NewMeta(suite.idAllocator, suite.store, session.NewNodeManager())
+	nodeMgr := session.NewNodeManager()
+	suite.meta = meta.NewMeta(suite.idAllocator, suite.store, nodeMgr)
 	suite.broker = meta.NewMockBroker(suite.T())
 	suite.targetMgr = meta.NewTargetManager(suite.broker, suite.meta)
 	suite.targetObserver = NewTargetObserver(suite.meta,
@@ -196,7 +197,7 @@ func (suite *CollectionObserverSuite) SetupTest() {
 	suite.checkerController = &checkers.CheckerController{}
 
 	mockCluster := session.NewMockCluster(suite.T())
-	suite.leaderObserver = NewLeaderObserver(suite.dist, suite.meta, suite.targetMgr, suite.broker, mockCluster)
+	suite.leaderObserver = NewLeaderObserver(suite.dist, suite.meta, suite.targetMgr, suite.broker, mockCluster, nodeMgr)
 	mockCluster.EXPECT().SyncDistribution(mock.Anything, mock.Anything, mock.Anything).Return(merr.Success(), nil).Maybe()
 
 	// Test object
diff --git a/internal/querycoordv2/observers/leader_observer.go b/internal/querycoordv2/observers/leader_observer.go
index 5778a29766f6f..ea4bdab79633e 100644
--- a/internal/querycoordv2/observers/leader_observer.go
+++ b/internal/querycoordv2/observers/leader_observer.go
@@ -48,6 +48,7 @@ type LeaderObserver struct {
 	target  *meta.TargetManager
 	broker  meta.Broker
 	cluster session.Cluster
+	nodeMgr *session.NodeManager
 
 	dispatcher *taskDispatcher[int64]
 
@@ -118,6 +119,11 @@ func (o *LeaderObserver) observeCollection(ctx context.Context, collection int64
 	for _, replica := range replicas {
 		leaders := o.dist.ChannelDistManager.GetShardLeadersByReplica(replica)
 		for ch, leaderID := range leaders {
+			if ok, _ := o.nodeMgr.IsStoppingNode(leaderID); ok {
+				// no need to correct leader's view which is loaded on stopping node
+				continue
+			}
+
 			leaderView := o.dist.LeaderViewManager.GetLeaderShardView(leaderID, ch)
 			if leaderView == nil {
 				continue
@@ -326,6 +332,7 @@ func NewLeaderObserver(
 	targetMgr *meta.TargetManager,
 	broker meta.Broker,
 	cluster session.Cluster,
+	nodeMgr *session.NodeManager,
 ) *LeaderObserver {
 	ob := &LeaderObserver{
 		dist:    dist,
@@ -333,6 +340,7 @@ func NewLeaderObserver(
 		target:  targetMgr,
 		broker:  broker,
 		cluster: cluster,
+		nodeMgr: nodeMgr,
 	}
 
 	dispatcher := newTaskDispatcher[int64](ob.observeCollection)
diff --git a/internal/querycoordv2/observers/leader_observer_test.go b/internal/querycoordv2/observers/leader_observer_test.go
index 3a2738f4ff1aa..a471457b5a6e3 100644
--- a/internal/querycoordv2/observers/leader_observer_test.go
+++ b/internal/querycoordv2/observers/leader_observer_test.go
@@ -71,7 +71,8 @@ func (suite *LeaderObserverTestSuite) SetupTest() {
 	// meta
 	store := querycoord.NewCatalog(suite.kv)
 	idAllocator := RandomIncrementIDAllocator()
-	suite.meta = meta.NewMeta(idAllocator, store, session.NewNodeManager())
+	nodeMgr := session.NewNodeManager()
+	suite.meta = meta.NewMeta(idAllocator, store, nodeMgr)
 	suite.broker = meta.NewMockBroker(suite.T())
 
 	suite.mockCluster = session.NewMockCluster(suite.T())
@@ -80,7 +81,7 @@ func (suite *LeaderObserverTestSuite) SetupTest() {
 	// }, nil).Maybe()
 	distManager := meta.NewDistributionManager()
 	targetManager := meta.NewTargetManager(suite.broker, suite.meta)
-	suite.observer = NewLeaderObserver(distManager, suite.meta, targetManager, suite.broker, suite.mockCluster)
+	suite.observer = NewLeaderObserver(distManager, suite.meta, targetManager, suite.broker, suite.mockCluster, nodeMgr)
 }
 
 func (suite *LeaderObserverTestSuite) TearDownTest() {
diff --git a/internal/querycoordv2/server.go b/internal/querycoordv2/server.go
index 8ef648ff01ce6..18a0b0bcb8f56 100644
--- a/internal/querycoordv2/server.go
+++ b/internal/querycoordv2/server.go
@@ -362,6 +362,7 @@ func (s *Server) initObserver() {
 		s.targetMgr,
 		s.broker,
 		s.cluster,
+		s.nodeMgr,
 	)
 	s.targetObserver = observers.NewTargetObserver(
 		s.meta,
diff --git a/internal/querynodev2/services.go b/internal/querynodev2/services.go
index d6237e3bce5d4..b1b8c3f2ce31d 100644
--- a/internal/querynodev2/services.go
+++ b/internal/querynodev2/services.go
@@ -1317,7 +1317,7 @@ func (node *QueryNode) SyncDistribution(ctx context.Context, req *querypb.SyncDi
 
 	// translate segment action
 	removeActions := make([]*querypb.SyncAction, 0)
-	addSegments := make(map[int64][]*querypb.SegmentLoadInfo)
+	group, ctx := errgroup.WithContext(ctx)
 	for _, action := range req.GetActions() {
 		log := log.With(zap.String("Action",
 			action.GetType().String()))
@@ -1331,7 +1331,26 @@ func (node *QueryNode) SyncDistribution(ctx context.Context, req *querypb.SyncDi
 				log.Warn("sync request from legacy querycoord without load info, skip")
 				continue
 			}
-			addSegments[action.GetNodeID()] = append(addSegments[action.GetNodeID()], action.GetInfo())
+
+			// to pass segment'version, we call load segment one by one
+			action := action
+			group.Go(func() error {
+				return shardDelegator.LoadSegments(ctx, &querypb.LoadSegmentsRequest{
+					Base: commonpbutil.NewMsgBase(
+						commonpbutil.WithMsgType(commonpb.MsgType_LoadSegments),
+						commonpbutil.WithMsgID(req.Base.GetMsgID()),
+					),
+					Infos:        []*querypb.SegmentLoadInfo{action.GetInfo()},
+					Schema:       req.GetSchema(),
+					LoadMeta:     req.GetLoadMeta(),
+					CollectionID: req.GetCollectionID(),
+					ReplicaID:    req.GetReplicaID(),
+					DstNodeID:    action.GetNodeID(),
+					Version:      action.GetVersion(),
+					NeedTransfer: false,
+					LoadScope:    querypb.LoadScope_Delta,
+				})
+			})
 		case querypb.SyncType_UpdateVersion:
 			log.Info("sync action", zap.Int64("TargetVersion", action.GetTargetVersion()))
 			pipeline := node.pipelineManager.Get(req.GetChannel())
@@ -1353,25 +1372,10 @@ func (node *QueryNode) SyncDistribution(ctx context.Context, req *querypb.SyncDi
 		}
 	}
 
-	for nodeID, infos := range addSegments {
-		err := shardDelegator.LoadSegments(ctx, &querypb.LoadSegmentsRequest{
-			Base: commonpbutil.NewMsgBase(
-				commonpbutil.WithMsgType(commonpb.MsgType_LoadSegments),
-				commonpbutil.WithMsgID(req.Base.GetMsgID()),
-			),
-			Infos:        infos,
-			Schema:       req.GetSchema(),
-			LoadMeta:     req.GetLoadMeta(),
-			CollectionID: req.GetCollectionID(),
-			ReplicaID:    req.GetReplicaID(),
-			DstNodeID:    nodeID,
-			Version:      req.GetVersion(),
-			NeedTransfer: false,
-			LoadScope:    querypb.LoadScope_Delta,
-		})
-		if err != nil {
-			return merr.Status(err), nil
-		}
+	err := group.Wait()
+	if err != nil {
+		log.Warn("failed to sync distribution", zap.Error(err))
+		return merr.Status(err), nil
 	}
 
 	for _, action := range removeActions {
diff --git a/internal/querynodev2/services_test.go b/internal/querynodev2/services_test.go
index 59c73e86ce154..494f27f3254c7 100644
--- a/internal/querynodev2/services_test.go
+++ b/internal/querynodev2/services_test.go
@@ -30,6 +30,7 @@ import (
 	"github.com/stretchr/testify/mock"
 	"github.com/stretchr/testify/suite"
 	clientv3 "go.etcd.io/etcd/client/v3"
+	"go.uber.org/zap"
 
 	"github.com/milvus-io/milvus-proto/go-api/v2/commonpb"
 	"github.com/milvus-io/milvus-proto/go-api/v2/milvuspb"
@@ -45,6 +46,7 @@ import (
 	"github.com/milvus-io/milvus/internal/storage"
 	"github.com/milvus-io/milvus/internal/util/dependency"
 	"github.com/milvus-io/milvus/internal/util/streamrpc"
+	"github.com/milvus-io/milvus/pkg/log"
 	"github.com/milvus-io/milvus/pkg/mq/msgstream"
 	"github.com/milvus-io/milvus/pkg/util/conc"
 	"github.com/milvus-io/milvus/pkg/util/etcd"
@@ -1765,6 +1767,7 @@ func (suite *ServiceSuite) TestSyncDistribution_Normal() {
 	suite.NoError(err)
 	suite.Equal(commonpb.ErrorCode_Success, status.ErrorCode)
 
+	// test sync targte version
 	syncVersionAction := &querypb.SyncAction{
 		Type:            querypb.SyncType_UpdateVersion,
 		SealedInTarget:  []int64{3},
@@ -1777,6 +1780,37 @@ func (suite *ServiceSuite) TestSyncDistribution_Normal() {
 	status, err = suite.node.SyncDistribution(ctx, req)
 	suite.NoError(err)
 	suite.Equal(commonpb.ErrorCode_Success, status.GetErrorCode())
+
+	// test sync segments
+	segmentVersion := int64(111)
+	syncSegmentVersion := &querypb.SyncAction{
+		Type:        querypb.SyncType_Set,
+		SegmentID:   suite.validSegmentIDs[0],
+		NodeID:      0,
+		PartitionID: suite.partitionIDs[0],
+		Info:        &querypb.SegmentLoadInfo{},
+		Version:     segmentVersion,
+	}
+	req.Actions = []*querypb.SyncAction{syncSegmentVersion}
+
+	testChannel := "test_sync_segment"
+	req.Channel = testChannel
+
+	// expected call load segment with right segment version
+	var versionMatch bool
+	mockDelegator := delegator.NewMockShardDelegator(suite.T())
+	mockDelegator.EXPECT().LoadSegments(mock.Anything, mock.Anything).
+		RunAndReturn(func(ctx context.Context, req *querypb.LoadSegmentsRequest) error {
+			log.Info("version", zap.Int64("versionInload", req.GetVersion()))
+			versionMatch = req.GetVersion() == segmentVersion
+			return nil
+		})
+	suite.node.delegators.Insert(testChannel, mockDelegator)
+
+	status, err = suite.node.SyncDistribution(ctx, req)
+	suite.NoError(err)
+	suite.Equal(commonpb.ErrorCode_Success, status.GetErrorCode())
+	suite.True(versionMatch)
 }
 
 func (suite *ServiceSuite) TestSyncDistribution_ReleaseResultCheck() {